Train Data EDA Report

Brought to you by YData

Dataset statistics

Number of variables	12
Number of observations	750000
Missing cells	233124
Missing cells (%)	2.6%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	281.7 MiB
Average record size in memory	393.8 B

Variable types

Numeric	6
Categorical	5
Text	1

Alerts

`Episode_Length_minutes` is highly overall correlated with `Listening_Time_minutes`	High correlation
`Genre` is highly overall correlated with `Podcast_Name`	High correlation
`Listening_Time_minutes` is highly overall correlated with `Episode_Length_minutes`	High correlation
`Podcast_Name` is highly overall correlated with `Genre`	High correlation
`Episode_Length_minutes` has 87093 (11.6%) missing values	Missing
`Guest_Popularity_percentage` has 146030 (19.5%) missing values	Missing
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`Number_of_Ads` has 217592 (29.0%) zeros	Zeros
`Listening_Time_minutes` has 8551 (1.1%) zeros	Zeros

Reproduction

Analysis started	2025-04-24 10:07:15.124516
Analysis finished	2025-04-24 10:07:32.313932
Duration	17.19 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

id
Real number (ℝ)

Uniform Unique

Distinct	750000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	374999.5

Minimum	0
Maximum	749999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	37499.95
Q1	187499.75
median	374999.5
Q3	562499.25
95-th percentile	712499.05
Maximum	749999
Range	749999
Interquartile range (IQR)	374999.5

Descriptive statistics

Standard deviation	216506.5
Coefficient of variation (CV)	0.57735142
Kurtosis	-1.2
Mean	374999.5
Median Absolute Deviation (MAD)	187500
Skewness	-1.9631002 × 10^-15
Sum	2.8124962 × 10¹¹
Variance	4.6875062 × 10¹⁰
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
499993	1	< 0.1%
499995	1	< 0.1%
499996	1	< 0.1%
499997	1	< 0.1%
499998	1	< 0.1%
499999	1	< 0.1%
500000	1	< 0.1%
500001	1	< 0.1%
500002	1	< 0.1%
Other values (749990)	749990	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
749999	1	< 0.1%
749998	1	< 0.1%
749997	1	< 0.1%
749996	1	< 0.1%
749995	1	< 0.1%
749994	1	< 0.1%
749993	1	< 0.1%
749992	1	< 0.1%
749991	1	< 0.1%
749990	1	< 0.1%

Podcast_Name
Categorical

High correlation

Distinct	48
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.2 MiB

Tech Talks	22847
Sports Weekly	20053
Funny Folks	19635
Tech Trends	19549
Fitness First	19488
Other values (43)	648428

Length

Max length	19
Median length	17
Mean length	12.761455
Min length	8

Characters and Unicode

Total characters	9571091
Distinct characters	43
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Mystery Matters
2nd row	Joke Junction
3rd row	Study Sessions
4th row	Digital Digest
5th row	Mind & Body

Common Values

Value	Count	Frequency (%)
Tech Talks	22847	3.0%
Sports Weekly	20053	2.7%
Funny Folks	19635	2.6%
Tech Trends	19549	2.6%
Fitness First	19488	2.6%
Business Insights	19480	2.6%
Style Guide	19364	2.6%
Game Day	19272	2.6%
Melody Mix	18889	2.5%
Criminal Minds	17735	2.4%
Other values (38)	553688	73.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tech	42396	2.8%
matters	42034	2.7%
business	36492	2.4%
sports	36244	2.4%
crime	33747	2.2%
digest	29562	1.9%
	28325	1.8%
living	26884	1.8%
talks	22847	1.5%
news	22818	1.5%
Other values (78)	1210436	79.0%

Most occurring characters

Value	Count	Frequency (%)
e	1008397	10.5%
s	785605	8.2%
	781785	8.2%
i	653926	6.8%
t	576726	6.0%
n	574700	6.0%
r	527739	5.5%
o	477348	5.0%
a	476114	5.0%
l	322554	3.4%
Other values (33)	3386197	35.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	9571091	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1008397	10.5%
s	785605	8.2%
	781785	8.2%
i	653926	6.8%
t	576726	6.0%
n	574700	6.0%
r	527739	5.5%
o	477348	5.0%
a	476114	5.0%
l	322554	3.4%
Other values (33)	3386197	35.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	9571091	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1008397	10.5%
s	785605	8.2%
	781785	8.2%
i	653926	6.8%
t	576726	6.0%
n	574700	6.0%
r	527739	5.5%
o	477348	5.0%
a	476114	5.0%
l	322554	3.4%
Other values (33)	3386197	35.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	9571091	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1008397	10.5%
s	785605	8.2%
	781785	8.2%
i	653926	6.8%
t	576726	6.0%
n	574700	6.0%
r	527739	5.5%
o	477348	5.0%
a	476114	5.0%
l	322554	3.4%
Other values (33)	3386197	35.4%

Episode_Title
Text

Distinct	100
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	42.1 MiB

Length

Max length	11
Median length	10
Mean length	9.9295733
Min length	9

Characters and Unicode

Total characters	7447180
Distinct characters	18
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Episode 98
2nd row	Episode 26
3rd row	Episode 16
4th row	Episode 45
5th row	Episode 86

Value	Count	Frequency (%)
episode	750000	50.0%
71	10515	0.7%
62	10373	0.7%
31	10292	0.7%
61	9991	0.7%
69	9864	0.7%
23	9762	0.7%
63	9743	0.6%
81	9741	0.6%
64	9686	0.6%
Other values (91)	660033	44.0%

Most occurring characters

Value	Count	Frequency (%)
E	750000	10.1%
i	750000	10.1%
s	750000	10.1%
o	750000	10.1%
d	750000	10.1%
e	750000	10.1%
	750000	10.1%
p	750000	10.1%
6	160174	2.2%
3	158352	2.1%
Other values (8)	1128654	15.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7447180	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
E	750000	10.1%
i	750000	10.1%
s	750000	10.1%
o	750000	10.1%
d	750000	10.1%
e	750000	10.1%
	750000	10.1%
p	750000	10.1%
6	160174	2.2%
3	158352	2.1%
Other values (8)	1128654	15.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7447180	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
E	750000	10.1%
i	750000	10.1%
s	750000	10.1%
o	750000	10.1%
d	750000	10.1%
e	750000	10.1%
	750000	10.1%
p	750000	10.1%
6	160174	2.2%
3	158352	2.1%
Other values (8)	1128654	15.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7447180	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
E	750000	10.1%
i	750000	10.1%
s	750000	10.1%
o	750000	10.1%
d	750000	10.1%
e	750000	10.1%
	750000	10.1%
p	750000	10.1%
6	160174	2.2%
3	158352	2.1%
Other values (8)	1128654	15.2%

Episode_Length_minutes
Real number (ℝ)

High correlation Missing

Distinct	12268
Distinct (%)	1.9%
Missing	87093
Missing (%)	11.6%
Infinite	0
Infinite (%)	0.0%
Mean	64.504738

Minimum	0
Maximum	325.24
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	12.68
Q1	35.73
median	63.84
Q3	94.07
95-th percentile	115.29
Maximum	325.24
Range	325.24
Interquartile range (IQR)	58.34

Descriptive statistics

Standard deviation	32.969603
Coefficient of variation (CV)	0.51111909
Kurtosis	-1.2030327
Mean	64.504738
Median Absolute Deviation (MAD)	29.16
Skewness	-0.0020056126
Sum	42760643
Variance	1086.9947
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.6	925	0.1%
34.4	617	0.1%
30.69	576	0.1%
31.68	533	0.1%
31.46	491	0.1%
47.02	461	0.1%
29.61	448	0.1%
106.52	426	0.1%
111.68	420	0.1%
114.98	411	0.1%
Other values (12258)	657599	87.7%
(Missing)	87093	11.6%

Value	Count	Frequency (%)
0	1	< 0.1%
1.24	1	< 0.1%
1.48	1	< 0.1%
1.84	1	< 0.1%
2.47	4	< 0.1%
2.97	1	< 0.1%
5	38	< 0.1%
5.0000636	1	< 0.1%
5.00006409	6	< 0.1%
5.00006607	1	< 0.1%

Value	Count	Frequency (%)
325.24	1	< 0.1%
120.93	1	< 0.1%
120.73	1	< 0.1%
120.64	2	< 0.1%
120.37	2	< 0.1%
120.32	1	< 0.1%
120.06	1	< 0.1%
119.99	7	< 0.1%
119.98	55	< 0.1%
119.97	44	< 0.1%

Genre
Categorical

High correlation

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.3 MiB

Sports	87606
Technology	86256
True Crime	85059
Lifestyle	82461
Comedy	81453
Other values (5)	327165

Length

Max length	10
Median length	9
Mean length	7.4019627
Min length	4

Characters and Unicode

Total characters	5551472
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	True Crime
2nd row	Comedy
3rd row	Education
4th row	Technology
5th row	Health

Common Values

Value	Count	Frequency (%)
Sports	87606	11.7%
Technology	86256	11.5%
True Crime	85059	11.3%
Lifestyle	82461	11.0%
Comedy	81453	10.9%
Business	80521	10.7%
Health	71416	9.5%
News	63385	8.5%
Music	62743	8.4%
Education	49100	6.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sports	87606	10.5%
technology	86256	10.3%
true	85059	10.2%
crime	85059	10.2%
lifestyle	82461	9.9%
comedy	81453	9.8%
business	80521	9.6%
health	71416	8.6%
news	63385	7.6%
music	62743	7.5%

Most occurring characters

Value	Count	Frequency (%)
e	718071	12.9%
s	537758	9.7%
o	390671	7.0%
i	359884	6.5%
t	290583	5.2%
u	277423	5.0%
r	257724	4.6%
y	250170	4.5%
l	240133	4.3%
n	215877	3.9%
Other values (19)	2013178	36.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5551472	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	718071	12.9%
s	537758	9.7%
o	390671	7.0%
i	359884	6.5%
t	290583	5.2%
u	277423	5.0%
r	257724	4.6%
y	250170	4.5%
l	240133	4.3%
n	215877	3.9%
Other values (19)	2013178	36.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5551472	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	718071	12.9%
s	537758	9.7%
o	390671	7.0%
i	359884	6.5%
t	290583	5.2%
u	277423	5.0%
r	257724	4.6%
y	250170	4.5%
l	240133	4.3%
n	215877	3.9%
Other values (19)	2013178	36.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5551472	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	718071	12.9%
s	537758	9.7%
o	390671	7.0%
i	359884	6.5%
t	290583	5.2%
u	277423	5.0%
r	257724	4.6%
y	250170	4.5%
l	240133	4.3%
n	215877	3.9%
Other values (19)	2013178	36.3%

Host_Popularity_percentage
Real number (ℝ)

Distinct	8038
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.859901

Minimum	1.3
Maximum	119.46
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	1.3
5-th percentile	24.79
Q1	39.41
median	60.05
Q3	79.53
95-th percentile	95.77
Maximum	119.46
Range	118.16
Interquartile range (IQR)	40.12

Descriptive statistics

Standard deviation	22.873098
Coefficient of variation (CV)	0.38211052
Kurtosis	-1.2067021
Mean	59.859901
Median Absolute Deviation (MAD)	20.04
Skewness	0.0049262753
Sum	44894926
Variance	523.17859
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.68	560	0.1%
26.72	523	0.1%
56.29	490	0.1%
30.14	445	0.1%
31.57	439	0.1%
58.71	431	0.1%
80.43	428	0.1%
67.54	411	0.1%
36.79	410	0.1%
67.19	401	0.1%
Other values (8028)	745462	99.4%

Value	Count	Frequency (%)
1.3	1	< 0.1%
1.47	1	< 0.1%
1.73	1	< 0.1%
1.77	2	< 0.1%
1.89	2	< 0.1%
2.95	2	< 0.1%
20	18	< 0.1%
20.01	69	< 0.1%
20.02	42	< 0.1%
20.03	62	< 0.1%

Value	Count	Frequency (%)
119.46	1	< 0.1%
118.93	1	< 0.1%
118.73	1	< 0.1%
118.69	1	< 0.1%
117.76	2	< 0.1%
117.14	5	< 0.1%
115.18	1	< 0.1%
114.97	1	< 0.1%
114.73	1	< 0.1%
112.44	1	< 0.1%

Publication_Day
Categorical

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.1 MiB

Sunday	115946
Monday	111963
Friday	108237
Wednesday	107886
Thursday	104360
Other values (2)	201608

Length

Max length	9
Median length	8
Mean length	7.1166547
Min length	6

Characters and Unicode

Total characters	5337491
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Thursday
2nd row	Saturday
3rd row	Tuesday
4th row	Monday
5th row	Monday

Common Values

Value	Count	Frequency (%)
Sunday	115946	15.5%
Monday	111963	14.9%
Friday	108237	14.4%
Wednesday	107886	14.4%
Thursday	104360	13.9%
Saturday	103505	13.8%
Tuesday	98103	13.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sunday	115946	15.5%
monday	111963	14.9%
friday	108237	14.4%
wednesday	107886	14.4%
thursday	104360	13.9%
saturday	103505	13.8%
tuesday	98103	13.1%

Most occurring characters

Value	Count	Frequency (%)
d	857886	16.1%
a	853505	16.0%
y	750000	14.1%
u	421914	7.9%
n	335795	6.3%
r	316102	5.9%
e	313875	5.9%
s	310349	5.8%
S	219451	4.1%
T	202463	3.8%
Other values (7)	756151	14.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5337491	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	857886	16.1%
a	853505	16.0%
y	750000	14.1%
u	421914	7.9%
n	335795	6.3%
r	316102	5.9%
e	313875	5.9%
s	310349	5.8%
S	219451	4.1%
T	202463	3.8%
Other values (7)	756151	14.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5337491	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	857886	16.1%
a	853505	16.0%
y	750000	14.1%
u	421914	7.9%
n	335795	6.3%
r	316102	5.9%
e	313875	5.9%
s	310349	5.8%
S	219451	4.1%
T	202463	3.8%
Other values (7)	756151	14.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5337491	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	857886	16.1%
a	853505	16.0%
y	750000	14.1%
u	421914	7.9%
n	335795	6.3%
r	316102	5.9%
e	313875	5.9%
s	310349	5.8%
S	219451	4.1%
T	202463	3.8%
Other values (7)	756151	14.2%

Publication_Time
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.0 MiB

Night	196849
Evening	195778
Afternoon	179460
Morning	177913

Length

Max length	9
Median length	7
Mean length	6.9536293
Min length	5

Characters and Unicode

Total characters	5215222
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Night
2nd row	Afternoon
3rd row	Evening
4th row	Morning
5th row	Afternoon

Common Values

Value	Count	Frequency (%)
Night	196849	26.2%
Evening	195778	26.1%
Afternoon	179460	23.9%
Morning	177913	23.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
night	196849	26.2%
evening	195778	26.1%
afternoon	179460	23.9%
morning	177913	23.7%

Most occurring characters

Value	Count	Frequency (%)
n	1106302	21.2%
i	570540	10.9%
g	570540	10.9%
o	536833	10.3%
t	376309	7.2%
e	375238	7.2%
r	357373	6.9%
N	196849	3.8%
h	196849	3.8%
E	195778	3.8%
Other values (4)	732611	14.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5215222	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	1106302	21.2%
i	570540	10.9%
g	570540	10.9%
o	536833	10.3%
t	376309	7.2%
e	375238	7.2%
r	357373	6.9%
N	196849	3.8%
h	196849	3.8%
E	195778	3.8%
Other values (4)	732611	14.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5215222	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	1106302	21.2%
i	570540	10.9%
g	570540	10.9%
o	536833	10.3%
t	376309	7.2%
e	375238	7.2%
r	357373	6.9%
N	196849	3.8%
h	196849	3.8%
E	195778	3.8%
Other values (4)	732611	14.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5215222	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	1106302	21.2%
i	570540	10.9%
g	570540	10.9%
o	536833	10.3%
t	376309	7.2%
e	375238	7.2%
r	357373	6.9%
N	196849	3.8%
h	196849	3.8%
E	195778	3.8%
Other values (4)	732611	14.0%

Guest_Popularity_percentage
Real number (ℝ)

Missing

Distinct	10019
Distinct (%)	1.7%
Missing	146030
Missing (%)	19.5%
Infinite	0
Infinite (%)	0.0%
Mean	52.236449

Minimum	0
Maximum	119.91
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	5.79
Q1	28.38
median	53.58
Q3	76.6
95-th percentile	95.1
Maximum	119.91
Range	119.91
Interquartile range (IQR)	48.22

Descriptive statistics

Standard deviation	28.451241
Coefficient of variation (CV)	0.54466263
Kurtosis	-1.1501171
Mean	52.236449
Median Absolute Deviation (MAD)	24.23
Skewness	-0.10703539
Sum	31549248
Variance	809.47314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.53	378	0.1%
29.7	339	< 0.1%
42.69	332	< 0.1%
54.59	300	< 0.1%
41.29	298	< 0.1%
71.4	296	< 0.1%
84.57	285	< 0.1%
65.16	284	< 0.1%
70.99	283	< 0.1%
69.72	281	< 0.1%
Other values (10009)	600894	80.1%
(Missing)	146030	19.5%

Value	Count	Frequency (%)
0	3	< 0.1%
0.01	47	< 0.1%
0.02	13	< 0.1%
0.03	27	< 0.1%
0.04	88	< 0.1%
0.05	12	< 0.1%
0.06	82	< 0.1%
0.07	86	< 0.1%
0.08	16	< 0.1%
0.09	51	< 0.1%

Value	Count	Frequency (%)
119.91	1	< 0.1%
115.62	2	< 0.1%
115.43	1	< 0.1%
115.41	1	< 0.1%
114.88	1	< 0.1%
114.72	2	< 0.1%
110.14	1	< 0.1%
107.81	2	< 0.1%
107.58	1	< 0.1%
107.34	1	< 0.1%

Number_of_Ads
Real number (ℝ)

Zeros

Distinct	12
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	1.3488549

Minimum	0
Maximum	103.91
Zeros	217592
Zeros (%)	29.0%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	3
Maximum	103.91
Range	103.91
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1511304
Coefficient of variation (CV)	0.85341306
Kurtosis	505.89391
Mean	1.3488549
Median Absolute Deviation (MAD)	1
Skewness	6.0329918
Sum	1011639.8
Variance	1.3251012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	217592	29.0%
1	214069	28.5%
3	160173	21.4%
2	158156	21.1%
103.25	2	< 0.1%
53.37	1	< 0.1%
103.91	1	< 0.1%
103	1	< 0.1%
53.42	1	< 0.1%
103.75	1	< 0.1%
Other values (2)	2	< 0.1%

Value	Count	Frequency (%)
0	217592	29.0%
1	214069	28.5%
2	158156	21.1%
3	160173	21.4%
12	1	< 0.1%
53.37	1	< 0.1%
53.42	1	< 0.1%
103	1	< 0.1%
103.25	2	< 0.1%
103.75	1	< 0.1%

Value	Count	Frequency (%)
103.91	1	< 0.1%
103.88	1	< 0.1%
103.75	1	< 0.1%
103.25	2	< 0.1%
103	1	< 0.1%
53.42	1	< 0.1%
53.37	1	< 0.1%
12	1	< 0.1%
3	160173	21.4%
2	158156	21.1%

Episode_Sentiment
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	40.5 MiB

Neutral	251291
Negative	250116
Positive	248593

Length

Max length	8
Median length	8
Mean length	7.6649453
Min length	7

Characters and Unicode

Total characters	5748709
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Positive
2nd row	Negative
3rd row	Negative
4th row	Positive
5th row	Neutral

Common Values

Value	Count	Frequency (%)
Neutral	251291	33.5%
Negative	250116	33.3%
Positive	248593	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
neutral	251291	33.5%
negative	250116	33.3%
positive	248593	33.1%

Most occurring characters

Value	Count	Frequency (%)
e	1000116	17.4%
t	750000	13.0%
i	747302	13.0%
N	501407	8.7%
a	501407	8.7%
v	498709	8.7%
u	251291	4.4%
r	251291	4.4%
l	251291	4.4%
g	250116	4.4%
Other values (3)	745779	13.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	5748709	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	1000116	17.4%
t	750000	13.0%
i	747302	13.0%
N	501407	8.7%
a	501407	8.7%
v	498709	8.7%
u	251291	4.4%
r	251291	4.4%
l	251291	4.4%
g	250116	4.4%
Other values (3)	745779	13.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	5748709	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	1000116	17.4%
t	750000	13.0%
i	747302	13.0%
N	501407	8.7%
a	501407	8.7%
v	498709	8.7%
u	251291	4.4%
r	251291	4.4%
l	251291	4.4%
g	250116	4.4%
Other values (3)	745779	13.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	5748709	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	1000116	17.4%
t	750000	13.0%
i	747302	13.0%
N	501407	8.7%
a	501407	8.7%
v	498709	8.7%
u	251291	4.4%
r	251291	4.4%
l	251291	4.4%
g	250116	4.4%
Other values (3)	745779	13.0%

Listening_Time_minutes
Real number (ℝ)

High correlation Zeros

Distinct	42807
Distinct (%)	5.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.437406

Minimum	0
Maximum	119.97
Zeros	8551
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	5.7 MiB

Quantile statistics

Minimum	0
5-th percentile	6.07879
Q1	23.17835
median	43.37946
Q3	64.81158
95-th percentile	93.67793
Maximum	119.97
Range	119.97
Interquartile range (IQR)	41.63323

Descriptive statistics

Standard deviation	27.138306
Coefficient of variation (CV)	0.59726794
Kurtosis	-0.66123629
Mean	45.437406
Median Absolute Deviation (MAD)	20.75602
Skewness	0.35081226
Sum	34078055
Variance	736.48764
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	8551	1.1%
5.82	124	< 0.1%
10.55	108	< 0.1%
8.75	108	< 0.1%
19.71	98	< 0.1%
6.16	98	< 0.1%
7.92	97	< 0.1%
14.93	97	< 0.1%
11.91	93	< 0.1%
12.78	92	< 0.1%
Other values (42797)	740534	98.7%

Value	Count	Frequency (%)
0	8551	1.1%
0.00056	7	< 0.1%
0.00175	8	< 0.1%
0.00661	18	< 0.1%
0.0105	7	< 0.1%
0.01077	24	< 0.1%
0.01257	30	< 0.1%
0.0296	15	< 0.1%
0.03228	16	< 0.1%
0.0343	18	< 0.1%

Value	Count	Frequency (%)
119.97	22	< 0.1%
119.9	16	< 0.1%
119.8	18	< 0.1%
119.79	14	< 0.1%
119.78	17	< 0.1%
119.74	15	< 0.1%
119.73	14	< 0.1%
119.67	12	< 0.1%
119.66	22	< 0.1%
119.56	17	< 0.1%

	Episode_Length_minutes	Episode_Sentiment	Genre	Guest_Popularity_percentage	Host_Popularity_percentage	Listening_Time_minutes	Number_of_Ads	Podcast_Name	Publication_Day	Publication_Time	id
Episode_Length_minutes	1.000	0.022	0.014	-0.009	0.024	0.932	-0.058	0.031	0.015	0.013	-0.001
Episode_Sentiment	0.022	1.000	0.013	0.013	0.014	0.037	0.002	0.023	0.009	0.011	0.000
Genre	0.014	0.013	1.000	0.014	0.013	0.016	0.002	0.998	0.014	0.011	0.000
Guest_Popularity_percentage	-0.009	0.013	0.014	1.000	0.023	-0.014	0.009	0.019	0.011	0.011	0.001
Host_Popularity_percentage	0.024	0.014	0.013	0.023	1.000	0.045	-0.017	0.019	0.009	0.010	0.000
Listening_Time_minutes	0.932	0.037	0.016	-0.014	0.045	1.000	-0.115	0.032	0.024	0.026	-0.001
Number_of_Ads	-0.058	0.002	0.002	0.009	-0.017	-0.115	1.000	0.005	0.001	0.001	0.000
Podcast_Name	0.031	0.023	0.998	0.019	0.019	0.032	0.005	1.000	0.019	0.021	0.000
Publication_Day	0.015	0.009	0.014	0.011	0.009	0.024	0.001	0.019	1.000	0.009	0.001
Publication_Time	0.013	0.011	0.011	0.011	0.010	0.026	0.001	0.021	0.009	1.000	0.000
id	-0.001	0.000	0.000	0.001	0.000	-0.001	0.000	0.000	0.001	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	id	Podcast_Name	Episode_Title	Episode_Length_minutes	Genre	Host_Popularity_percentage	Publication_Day	Publication_Time	Guest_Popularity_percentage	Number_of_Ads	Episode_Sentiment	Listening_Time_minutes
0	0	Mystery Matters	Episode 98	NaN	True Crime	74.81	Thursday	Night	NaN	0.0	Positive	31.41998
1	1	Joke Junction	Episode 26	119.80	Comedy	66.95	Saturday	Afternoon	75.95	2.0	Negative	88.01241
2	2	Study Sessions	Episode 16	73.90	Education	69.97	Tuesday	Evening	8.97	0.0	Negative	44.92531
3	3	Digital Digest	Episode 45	67.17	Technology	57.22	Monday	Morning	78.70	2.0	Positive	46.27824
4	4	Mind & Body	Episode 86	110.51	Health	80.07	Monday	Afternoon	58.68	3.0	Neutral	75.61031
5	5	Fitness First	Episode 19	26.54	Health	48.96	Saturday	Afternoon	NaN	3.0	Positive	22.77047
6	6	Criminal Minds	Episode 47	69.83	True Crime	35.82	Sunday	Night	39.02	0.0	Neutral	64.75024
7	7	News Roundup	Episode 44	48.52	News	44.99	Thursday	Night	20.12	0.0	Positive	22.37517
8	8	Daily Digest	Episode 32	105.87	News	69.81	Monday	Evening	NaN	2.0	Neutral	68.00124
9	9	Music Matters	Episode 81	NaN	Music	82.18	Thursday	Night	59.72	3.0	Neutral	45.94761

	id	Podcast_Name	Episode_Title	Episode_Length_minutes	Genre	Host_Popularity_percentage	Publication_Day	Publication_Time	Guest_Popularity_percentage	Number_of_Ads	Episode_Sentiment	Listening_Time_minutes
749990	749990	Finance Focus	Episode 61	114.72	Business	83.62	Sunday	Morning	91.80	0.0	Neutral	61.16847
749991	749991	Business Insights	Episode 5	62.46	Business	30.03	Tuesday	Afternoon	NaN	0.0	Positive	53.32434
749992	749992	Fashion Forward	Episode 75	48.67	Lifestyle	88.62	Wednesday	Evening	25.65	3.0	Positive	42.08465
749993	749993	Style Guide	Episode 83	23.52	Lifestyle	38.14	Tuesday	Evening	86.17	0.0	Neutral	19.71374
749994	749994	Laugh Line	Episode 67	8.93	Comedy	85.52	Saturday	Evening	NaN	1.0	Neutral	7.39878
749995	749995	Learning Lab	Episode 25	75.66	Education	69.36	Saturday	Morning	NaN	0.0	Negative	56.87058
749996	749996	Business Briefs	Episode 21	75.75	Business	35.21	Saturday	Night	NaN	2.0	Neutral	45.46242
749997	749997	Lifestyle Lounge	Episode 51	30.98	Lifestyle	78.58	Thursday	Morning	84.89	0.0	Negative	15.26000
749998	749998	Style Guide	Episode 47	108.98	Lifestyle	45.39	Thursday	Morning	93.27	0.0	Negative	100.72939
749999	749999	Sports Central	Episode 99	24.10	Sports	22.45	Saturday	Night	36.72	0.0	Neutral	11.94439

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample